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A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization Journal article
IEEE Transactions on Image Processing, 2020,Volume: 29,Page: 5094-5109
Authors:  Zhiyuan Zha;  Xin Yuan;  Bihan Wen;  Jiantao Zhou;  Jiachao Zhang;  Ce Zhu
Favorite |  | TC[WOS]:12 TC[Scopus]:11 | Submit date:2021/03/11
Sparse Coding  Gsc  Rank Minimization  Adaptive Dictionary  Weighted ℓp-norm Minimization  Image Restoration  Compressive Sensing  Nuclear Norm  
Quaternion-based bilinear factor matrix norm minimization for color image inpainting Journal article
IEEE Transactions on Signal Processing, 2020,Volume: 68,Page: 5617-5631
Authors:  Miao,Jifei;  Kou,Kit Ian
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2021/03/11
Bilinear factor matrix norm  color image inpainting  low-rank  quaternion matrix completion  
From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image Restoration Journal article
IEEE Transactions on Image Processing, 2019,Volume: 29,Page: 3254-3269
Authors:  Zhiyuan Zha;  Xin Yuan;  Bihan Wen;  Jiantao Zhou;  Jiachao Zhang;  Ce Zhu
Favorite |  | TC[WOS]:13 TC[Scopus]:11 | Submit date:2021/03/11
Low-rank  Rank Residual Constraint  Nuclear Norm Minimization  Nonlocal Self-similarity  Group-based Sparse Representation  Image Restoration  
Low-Rank Matrix Recovery via Modified Schatten p Norm Minimization with Convergence Guarantees Journal article
IEEE Transactions on Image Processing, 2019,Volume: 29,Page: 3132-3142
Authors:  Zhang,Hengmin;  Qian,Jianjun;  Zhang,Bob;  Yang,Jian;  Gong,Chen;  Wei,Yang
Favorite |  | TC[WOS]:5 TC[Scopus]:5 | Submit date:2021/03/11
Convergence Guarantees  Iterative Singular Value Thresholding Algorithm  Kurdyka-łojasiewicz Property  Low-rank Matrix Recovery  Modified Schatten-p Norm  
A Comparative Study for the Nuclear Norms Minimization Methods Conference paper
Proceedings - International Conference on Image Processing, ICIP, Taipei, Taiwan, 22-25 Sept. 2019
Authors:  Zhiyuan Zha;  Bihan Wen;  Jiachao Zhang;  Jiantao Zhou;  Ce Zhu
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2021/03/11
Low-rank Matrix Approximation  Nnm  Wnnm  Gsr  Image Denoising  
Efficient Recovery of Low-Rank Matrix via Double Nonconvex Nonsmooth Rank Minimization Journal article
IEEE Transactions on Neural Networks and Learning Systems, 2019,Volume: 30,Issue: 10,Page: 2916-2925
Authors:  Zhang,Hengmin;  Gong,Chen;  Qian,Jianjun;  Zhang,Bob;  Xu,Chunyan;  Yang,Jian
Favorite |  | TC[WOS]:4 TC[Scopus]:8 | Submit date:2021/03/11
Double Nonconvex Nonsmooth Rank (Nnr) Minimization  Iteratively Reweighted Singular Values Function (Svf) Algorithm  Low-rank Matrix Recovery  Nuclear Norm-based Minimization (Nnm)  
Weighted sparse coding regularized nonconvex matrix regression for robust face recognition Journal article
INFORMATION SCIENCES, 2017,Volume: 394–395,Page: 1-17
Authors:  Zhang, Hengmin;  Yang, Jian;  Xie, Jianchun;  Qian, Jianjun;  Zhang, Bob
Favorite |  | TC[WOS]:24 TC[Scopus]:29 | Submit date:2018/10/30
Nonconvex Matrix Regression  Weighted Sparse Coding  Inexact Augmented Lagrange Multiplier Method  Face Recognition